Paper-Journal

Decoupling MCI-specific signatures from shared neurobiological substrates of cognitive aging via deep learning

The specific neuroanatomy of mild cognitive impairment (MCI) is obscured by its clinical heterogeneity and confounding effects from normative variation. This problem is compounded …

Lin Du

• Apr 23, 2026 • 1 min read

Contrastive Learning

An Efficient Contrastive Deep Learning Model for Identifying Schizophrenia-Specific Neuroanatomical Variations

Background and Hypothesis: Schizophrenia (SZ) is a debilitating mental disorder characterized by heterogeneous clinical manifestations and widespread brain structural …

Lin Du

• Apr 7, 2026 • 1 min read

Transformers

The Neurodynamic Computational Model Reveals Abnormal Multistable Spatiotemporal Patterns and Mechanisms in Schizophrenia

In this study, we established a link between data-driven dynamic organizational modeling (including co-activation pattern and hidden Markov model) and theory-driven neurodynamic …

Lin Du

• May 10, 2025 • 1 min read

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Paper-Journal

Decoupling MCI-specific signatures from shared neurobiological substrates of cognitive aging via deep learning

An Efficient Contrastive Deep Learning Model for Identifying Schizophrenia-Specific Neuroanatomical Variations

The Neurodynamic Computational Model Reveals Abnormal Multistable Spatiotemporal Patterns and Mechanisms in Schizophrenia